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dvc.yaml
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stages:
centralized_train:
cmd: python src/initializer.py --train_type centralized --dataset_size 4000 --samples_path
data/gtex/v8_samples.parquet --dataset_size 4000 --expressions_path data/gtex/v8_expressions.parquet
--metrics_path data/metrics --n_epochs 2
deps:
- data/gtex/v8_expressions.parquet
- data/gtex/v8_samples.parquet
- src/initializer.py
metrics:
- data/metrics/centralized_metrics.json:
cache: false
decentralized_train:
cmd: python src/initializer.py --train_type decentralized --dataset_size 4000
--samples_path data/gtex/v8_samples.parquet --dataset_size 4000 --expressions_path
data/gtex/v8_expressions.parquet --metrics_path data/metrics --n_epochs 2 --no_of_clients
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deps:
- data/gtex/v8_expressions.parquet
- data/gtex/v8_samples.parquet
- src/initializer.py
metrics:
- data/metrics/decentralized_metrics.json:
cache: false
centralized_test:
cmd: python src/initializer.py --train_type centralized --dataset_size 400 --samples_path
data/gtex/v8_samples.parquet --dataset_size 400 --expressions_path data/gtex/v8_expressions.parquet
--metrics_path data/metrics --n_epochs 2 --metrics_file_name test_metrics1
deps:
- data/gtex/v8_expressions.parquet
- data/gtex/v8_samples.parquet
- src/initializer.py
metrics:
- data/metrics/test_metrics1.json:
cache: false
decentralized_test:
cmd: python src/initializer.py --train_type decentralized --dataset_size 400 --samples_path
data/gtex/v8_samples.parquet --no_of_clients 2 --dataset_size 400 --expressions_path
data/gtex/v8_expressions.parquet --metrics_path data/metrics --n_epochs 2 --metrics_file_name
test_metrics2
deps:
- data/gtex/v8_expressions.parquet
- data/gtex/v8_samples.parquet
- src/initializer.py
metrics:
- data/metrics/test_metrics2.json:
cache: false